Papers by Geoffrey Nichil
Small Language Models in the Real World: Insights from Industrial Text Classification (2025.acl-industry)
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| Challenge: | With the emergence of ChatGPT, transformer-only models have significantly advanced text classification and related tasks. |
| Approach: | They propose to use prompt engineering and supervised fine-tuning methods for transformer-based text classification in industrial applications. |
| Outcome: | The proposed models perform well in a variety of industrial scenarios, including email classification, legal document categorization, and the classification of extremely long academic texts. |